AI trademark similarity scores: screening aid, not a prediction

AI trademark similarity scores help screen for visual, phonetic, and deceptive conflicts, but they don't predict likelihood of confusion outcomes. Independent technical note mirroring the canonical version: https://aitrademarkreview.com/blog/ai-trademark-similarity-scores-screening-aid-not-a-prediction.php

Authors

Ryan Walker

Publication Details

Journal: Zenodo (CERN European Organization for Nuclear Research)
Published: 2026-11-05
DOI: https://doi.org/10.5281/zenodo.23985838
Primary Topic: Law, AI, and Intellectual Property
Type: preprint

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preprint

AI trademark similarity scores: screening aid, not a prediction

Ryan Walker

Nov 5, 2026

Zenodo (CERN European Organization for Nuclear Research)

Law, AI, and Intellectual Property

preprint

AI trademark similarity scores: screening aid, not a prediction

Ryan Walker

November 5, 2026preprint en

Abstract

Zenodo (CERN European Organization for Nuclear Research)

Law, AI, and Intellectual Property

DOI Open Access PDF OpenAlex

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AI trademark similarity scores: screening aid, not a prediction — Ryan Walker · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS